Essays about: "recommender systems"

Showing result 6 - 10 of 136 essays containing the words recommender systems.

  1. 6. Framing theory on music streaming platforms : How vocabulary influences the user experience

    University essay from Jönköping University/JTH, Avdelningen för datateknik och informatik

    Author : Lotte van Bree; [2023]
    Keywords : Framing Theory; Wording Effect; User Experience; Personalization; Satisfaction; Expectations;

    Abstract : Music streaming services aim to provide users with personalized content to avoid information overload and increase the user experience. Besides the recommender systems that are involved to ensure users are provided with their musical preferences, vocabulary can play a significant role in achieving personalization. READ MORE

  3. 7. Incorporating Reinforcement Learning into Supervised Sequential Recommender Models

    University essay from Linköpings universitet/Statistik och maskininlärning

    Author : Patrick Siegfried Hiemsch; [2023]
    Keywords : ;

    Abstract : In the context of the significant expansion of e-commerce, Recommender Systems have become important tools for businesses, enhancing customer engagement through the personalization of product recommendations. This thesis investigates the integration of Reinforcement Learning concepts  into Supervised Learning frameworks, aiming to foster more accurate, novel and diverse recommendations. READ MORE

  4. 8. Shoppin’ in the Rain : An Evaluation of the Usefulness of Weather-Based Features for an ML Ranking Model in the Setting of Children’s Clothing Online Retailing

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Isac Lorentz; [2023]
    Keywords : Statistical analysis; regression analysis; recommender systems; ensemble learning; electronic commerce; LightGBM; learning to rank; feature selection; weather-based features; fashion; Statistisk analys; regressionsanalys; rekommendationssystem; ensemble-inlärning; näthandel; LightGBM; learning to rank; variabelselektion; väderbaserade variabler; mode;

    Abstract : Online shopping offers numerous benefits, but large product catalogs make it difficult for shoppers to understand the existence and characteristics of every item for sale. To simplify the decision-making process, online retailers use ranking models to recommend products relevant to each individual user. READ MORE

  5. 9. Overcoming The New Item Problem In Recommender Systems : A Method For Predicting User Preferences Of New Items

    University essay from Stockholms universitet/Statistiska institutionen

    Author : Alice Jonason; [2023]
    Keywords : Recommender systems; Content-based systems; Implicit ratings; Latent Dirichlet Allocation; Vector Space Model;

    Abstract : This thesis addresses the new item problem in recommender systems, which pertains to the challenges of providing personalized recommendations for items which have limited user interaction history. The study proposes and evaluates a method for generating personalized recommendations for movies, shows, and series on one of Sweden’s largest streaming platforms. READ MORE

  6. 10. User concerns about ethical issues related to recommender systems in social media

    University essay from Stockholms universitet/Institutionen för data- och systemvetenskap

    Author : Nik Norman; [2023]
    Keywords : Recommender Systems; Artificial Intelligence AI ; Social Media; Privacy; Polarization; Society;

    Abstract : Popular social media platforms use recommender systems (RS) to improve users’ experience. However, these systems pose potential issues including political polarization and fake news spread. READ MORE